Last active
November 1, 2024 09:01
-
-
Save JujuDel/3ac44f06567f791e98cfba06aa943f3c to your computer and use it in GitHub Desktop.
Run trtexec on yolo v11 model variations.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
# sudo apt-get install -y cuda-toolkit-<major>-<minor> | |
# sudo apt-get install -y tensorrt nvidia-tensorrt-dev | |
# sudo nvpmodel -m 0 | |
# sudo jetson_clocks | |
out_file="/home/user/yolo11_trtexec.txt" | |
rm ${out_file} | |
variants=("yolo11n" "yolo11s" "yolo11m" "yolo11l" "yolo11x") | |
image_sizes=("320" "384" "416" "512" "608" "640") | |
for variant in "${variants[@]}"; do | |
for size in "${image_sizes[@]}"; do | |
echo -e "------ ${variant} ${size} ------" >> ${out_file} 2>&1 | |
/usr/src/tensorrt/bin/trtexec \ | |
--onnx=./models/${variant}.onnx \ | |
--fp16 --inputIOFormats=fp16:chw \ | |
--saveEngine=./models/${variant}_${size}_fp_16.engine \ | |
--shapes=\'images\':1x3x${size}x${size} \ | |
--noDataTransfers --useSpinWait \ | |
--timingCacheFile=./timing_cache \ | |
--iterations=100 --duration=5 2>&1 | tee -a ${out_file} | |
done | |
done | |
# With dump profile (per layer info), add --dumpProfile, e.g. | |
# /usr/src/tensorrt/bin/trtexec \ | |
# --onnx=./models/${variant}.onnx \ | |
# --fp16 --inputIOFormats=fp16:chw \ | |
# --shapes=\'images\':1x3x${size}x${size} \ | |
# --noDataTransfers --useSpinWait \ | |
# --timingCacheFile=./timing_cache \ | |
# --iterations=100 --duration=5 \ | |
# --dumpProfile 2>&1 | tee -a ${out_file} |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment